{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b757e627",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.patches import Patch\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature\n",
    "import matplotlib.colors as mcolors\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8140c12c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\owner\\AppData\\Local\\Temp\\ipykernel_24860\\601121909.py:1: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    }
   ],
   "source": [
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "1e220901",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <td>-2.927632</td>\n",
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       "      <td>6226.0</td>\n",
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       "      <td>Venezuela</td>\n",
       "      <td>1184.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>Puerto Rico</td>\n",
       "      <td>954.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>70</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>758.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>72 rows × 18 columns</p>\n",
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      "text/plain": [
       "     Countries  Duration  Intensity ISO-3  Average intensity  Duration_year  \\\n",
       "0    Argentina      53.0  -1.153701   ARG          -1.066594       6.083333   \n",
       "1    Australia      79.0  -1.411598   AUS          -1.107222       6.583333   \n",
       "2      Austria      21.0  -1.643776   AUT          -1.176886       1.750000   \n",
       "3   Bangladesh     122.0  -2.927632   BGD          -2.308075      11.416667   \n",
       "4      Belgium      51.0  -2.073573   BEL          -1.230471       4.666667   \n",
       "..         ...       ...        ...   ...                ...            ...   \n",
       "67         NaN       NaN        NaN   NaN                NaN            NaN   \n",
       "68         NaN       NaN        NaN   NaN                NaN            NaN   \n",
       "69         NaN       NaN        NaN   NaN                NaN            NaN   \n",
       "70         NaN       NaN        NaN   NaN                NaN            NaN   \n",
       "71         NaN       NaN        NaN   NaN                NaN            NaN   \n",
       "\n",
       "    Unnamed: 6  Unnamed: 7         Countries.1  Intensity.1  Unnamed: 10  \\\n",
       "0          NaN         NaN  Russian Federation     0.000000          NaN   \n",
       "1          NaN         NaN              Canada    -0.564832          NaN   \n",
       "2          NaN         NaN              Norway    -0.581769          NaN   \n",
       "3          NaN         NaN               Kenya    -0.658559          NaN   \n",
       "4          NaN         NaN       United States    -0.792463          NaN   \n",
       "..         ...         ...                 ...          ...          ...   \n",
       "67         NaN         NaN                 NaN          NaN          NaN   \n",
       "68         NaN         NaN                 NaN          NaN          NaN   \n",
       "69         NaN         NaN                 NaN          NaN          NaN   \n",
       "70         NaN         NaN                 NaN          NaN          NaN   \n",
       "71         NaN         NaN                 NaN          NaN          NaN   \n",
       "\n",
       "                   Countries.2  Duration.1  Unnamed: 13           Countries.3  \\\n",
       "0                 South Africa       162.0          NaN                Israel   \n",
       "1                        Chile       149.0          NaN                Greece   \n",
       "2                       Israel       148.0          NaN  United Arab Emirates   \n",
       "3   Iran, Islamic Republic of        144.0          NaN               Hungary   \n",
       "4                      Nigeria       144.0          NaN                 Japan   \n",
       "..                         ...         ...          ...                   ...   \n",
       "67                         NaN         NaN          NaN              Zimbabwe   \n",
       "68                         NaN         NaN          NaN             Venezuela   \n",
       "69                         NaN         NaN          NaN           Puerto Rico   \n",
       "70                         NaN         NaN          NaN           Netherlands   \n",
       "71                         NaN         NaN          NaN               Denmark   \n",
       "\n",
       "    Volume  Unnamed: 16                                        Unnamed: 17  \n",
       "0   9060.0          NaN                                                NaN  \n",
       "1   7570.0          NaN  Average duration =no of months divided by no o...  \n",
       "2   6988.0          NaN                                                NaN  \n",
       "3   6551.0          NaN                                                NaN  \n",
       "4   6226.0          NaN                                                NaN  \n",
       "..     ...          ...                                                ...  \n",
       "67  1237.0          NaN                                                NaN  \n",
       "68  1184.0          NaN                                                NaN  \n",
       "69   954.0          NaN                                                NaN  \n",
       "70   801.0          NaN                                                NaN  \n",
       "71   758.0          NaN                                                NaN  \n",
       "\n",
       "[72 rows x 18 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csv_data = pd.read_csv('C:/Users/owner/Documents/drought data google trend/15 june/list of countries/local drought/New folder/Similarity.csv')\n",
    "#df=pd.read_csv('C:/Users/owner/Documents/drought data google trend/15 june/list of countries/local drought/New folder/asia.csv')\n",
    "df1=pd.read_csv('C:/Users/owner/Documents/drought data google trend/15 june/list of countries/local drought/New folder/africa.csv')\n",
    "df2=pd.read_csv('C:/Users/owner/Documents/drought data google trend/15 june/list of countries/remote awareness.csv')\n",
    "df=pd.read_csv('C:/Users/owner/Documents/SPI/hexbin/category_worldmap.csv')\n",
    "non_drought = pd.read_csv('C:/Users/owner/Documents/drought data google trend/15 june/list of countries/Remote Awareness.csv')\n",
    "drought=pd.read_csv('C:/Users/owner/Documents/SPI/after 2010.csv')\n",
    "df=drought\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "aa4fecdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a dictionary mapping old column names to new column names\n",
    "#column_mapping = {\n",
    "#    'Category PCA': 'Category',\n",
    "    # Add more mappings as needed\n",
    "#}\n",
    "\n",
    "# Rename the columns using the mapping\n",
    "#df.rename(columns=column_mapping, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "375add22",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARE</th>\n",
       "      <td>9770529.0</td>\n",
       "      <td>Asia</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>421142</td>\n",
       "      <td>POLYGON ((51.57952 24.24550, 51.75744 24.29407...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VUT</th>\n",
       "      <td>299882.0</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>934</td>\n",
       "      <td>MULTIPOLYGON (((167.21680 -15.89185, 167.84488...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEM</th>\n",
       "      <td>29161922.0</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Yemen</td>\n",
       "      <td>22581</td>\n",
       "      <td>POLYGON ((52.00001 19.00000, 52.78218 17.34974...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZAF</th>\n",
       "      <td>58558270.0</td>\n",
       "      <td>Africa</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>351431</td>\n",
       "      <td>POLYGON ((16.34498 -28.57671, 16.82402 -28.082...</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>130.0</td>\n",
       "      <td>-0.999057</td>\n",
       "      <td>-1.522764</td>\n",
       "      <td>13.50</td>\n",
       "      <td>...</td>\n",
       "      <td>Sri Lanka</td>\n",
       "      <td>-2.521428</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>2460.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZMB</th>\n",
       "      <td>17861030.0</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Zambia</td>\n",
       "      <td>23309</td>\n",
       "      <td>POLYGON ((30.74001 -8.34001, 31.15775 -8.59458...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZWE</th>\n",
       "      <td>14645468.0</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>21440</td>\n",
       "      <td>POLYGON ((31.19141 -22.25151, 30.65987 -22.151...</td>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>63.0</td>\n",
       "      <td>-1.264575</td>\n",
       "      <td>-1.632908</td>\n",
       "      <td>6.25</td>\n",
       "      <td>...</td>\n",
       "      <td>Iran, Islamic Republic of</td>\n",
       "      <td>-3.764993</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>177 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        pop_est continent                  name  gdp_md_est  \\\n",
       "-99   1794248.0    Europe                Kosovo        7926   \n",
       "AFG  38041754.0      Asia           Afghanistan       19291   \n",
       "AGO  31825295.0    Africa                Angola       88815   \n",
       "ALB   2854191.0    Europe               Albania       15279   \n",
       "ARE   9770529.0      Asia  United Arab Emirates      421142   \n",
       "..          ...       ...                   ...         ...   \n",
       "VUT    299882.0   Oceania               Vanuatu         934   \n",
       "YEM  29161922.0      Asia                 Yemen       22581   \n",
       "ZAF  58558270.0    Africa          South Africa      351431   \n",
       "ZMB  17861030.0    Africa                Zambia       23309   \n",
       "ZWE  14645468.0    Africa              Zimbabwe       21440   \n",
       "\n",
       "                                              geometry     Countries  \\\n",
       "-99  POLYGON ((20.59025 41.85541, 20.52295 42.21787...           NaN   \n",
       "AFG  POLYGON ((66.51861 37.36278, 67.07578 37.35614...           NaN   \n",
       "AGO  MULTIPOLYGON (((12.99552 -4.78110, 12.63161 -4...           NaN   \n",
       "ALB  POLYGON ((21.02004 40.84273, 20.99999 40.58000...           NaN   \n",
       "ARE  POLYGON ((51.57952 24.24550, 51.75744 24.29407...           NaN   \n",
       "..                                                 ...           ...   \n",
       "VUT  MULTIPOLYGON (((167.21680 -15.89185, 167.84488...           NaN   \n",
       "YEM  POLYGON ((52.00001 19.00000, 52.78218 17.34974...           NaN   \n",
       "ZAF  POLYGON ((16.34498 -28.57671, 16.82402 -28.082...  South Africa   \n",
       "ZMB  POLYGON ((30.74001 -8.34001, 31.15775 -8.59458...           NaN   \n",
       "ZWE  POLYGON ((31.19141 -22.25151, 30.65987 -22.151...      Zimbabwe   \n",
       "\n",
       "     Duration  Intensity  Average intensity  Duration_year  ...  \\\n",
       "-99       NaN        NaN                NaN            NaN  ...   \n",
       "AFG       NaN        NaN                NaN            NaN  ...   \n",
       "AGO       NaN        NaN                NaN            NaN  ...   \n",
       "ALB       NaN        NaN                NaN            NaN  ...   \n",
       "ARE       NaN        NaN                NaN            NaN  ...   \n",
       "..        ...        ...                ...            ...  ...   \n",
       "VUT       NaN        NaN                NaN            NaN  ...   \n",
       "YEM       NaN        NaN                NaN            NaN  ...   \n",
       "ZAF     130.0  -0.999057          -1.522764          13.50  ...   \n",
       "ZMB       NaN        NaN                NaN            NaN  ...   \n",
       "ZWE      63.0  -1.264575          -1.632908           6.25  ...   \n",
       "\n",
       "                    Countries.1  Intensity.1 Unnamed: 10         Countries.2  \\\n",
       "-99                         NaN          NaN         NaN                 NaN   \n",
       "AFG                         NaN          NaN         NaN                 NaN   \n",
       "AGO                         NaN          NaN         NaN                 NaN   \n",
       "ALB                         NaN          NaN         NaN                 NaN   \n",
       "ARE                         NaN          NaN         NaN                 NaN   \n",
       "..                          ...          ...         ...                 ...   \n",
       "VUT                         NaN          NaN         NaN                 NaN   \n",
       "YEM                         NaN          NaN         NaN                 NaN   \n",
       "ZAF                   Sri Lanka    -2.521428         NaN           Indonesia   \n",
       "ZMB                         NaN          NaN         NaN                 NaN   \n",
       "ZWE  Iran, Islamic Republic of     -3.764993         NaN  Russian Federation   \n",
       "\n",
       "     Duration.1 Unnamed: 13         Countries.3  Volume Unnamed: 16  \\\n",
       "-99         NaN         NaN                 NaN     NaN         NaN   \n",
       "AFG         NaN         NaN                 NaN     NaN         NaN   \n",
       "AGO         NaN         NaN                 NaN     NaN         NaN   \n",
       "ALB         NaN         NaN                 NaN     NaN         NaN   \n",
       "ARE         NaN         NaN                 NaN     NaN         NaN   \n",
       "..          ...         ...                 ...     ...         ...   \n",
       "VUT         NaN         NaN                 NaN     NaN         NaN   \n",
       "YEM         NaN         NaN                 NaN     NaN         NaN   \n",
       "ZAF        37.0         NaN  Russian Federation  2460.0         NaN   \n",
       "ZMB         NaN         NaN                 NaN     NaN         NaN   \n",
       "ZWE         0.0         NaN  Dominican Republic  1659.0         NaN   \n",
       "\n",
       "     Unnamed: 17  \n",
       "-99          NaN  \n",
       "AFG          NaN  \n",
       "AGO          NaN  \n",
       "ALB          NaN  \n",
       "ARE          NaN  \n",
       "..           ...  \n",
       "VUT          NaN  \n",
       "YEM          NaN  \n",
       "ZAF          NaN  \n",
       "ZMB          NaN  \n",
       "ZWE          NaN  \n",
       "\n",
       "[177 rows x 22 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged = world.set_index('iso_a3').join(df.set_index('ISO-3'))\n",
    "merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "dda12a1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\owner\\AppData\\Local\\Temp\\ipykernel_24860\\3730504359.py:15: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def int_to_roman(n):\n",
    "    roman_numerals = {\n",
    "        1: 'I',\n",
    "        2: 'II',\n",
    "        3: 'III',\n",
    "        4: 'IV',\n",
    "        5: 'V',\n",
    "        6: 'VI',\n",
    "    }\n",
    "    return roman_numerals.get(n, '')\n",
    "\n",
    "central_longitude = -3\n",
    "\n",
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Remove Antarctica\n",
    "world = world[world['iso_a3'] != 'ATA']\n",
    "\n",
    "# Merge the world map with your data\n",
    "merged = world.set_index('iso_a3').join(df.set_index('ISO-3'))\n",
    "\n",
    "# Set up the map projection\n",
    "projection = ccrs.Robinson(central_longitude=central_longitude)\n",
    "\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 8), subplot_kw={'projection': projection})\n",
    "\n",
    "# Plot the world map with a light gray color to show all countries\n",
    "world.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "world.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Define the colors for the categories as before\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'purple',\n",
    "    3: 'blue',\n",
    "    4: 'green',\n",
    "    5: 'gold',\n",
    "    6: 'darkkhaki',\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "\n",
    "# Plot countries with no data in light grey with black boundaries\n",
    "world.loc[~world.index.isin(merged.dropna().index)].plot(ax=ax, color='gainsboro', edgecolor='black', transform=ccrs.PlateCarree())\n",
    "\n",
    "# Plot the choropleth for the merged data\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap, transform=ccrs.PlateCarree(), norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with a 'hatch' value greater than the threshold\n",
    "hatch_threshold = 0\n",
    "hatch_countries = merged[merged['hatch'] > hatch_threshold]\n",
    "\n",
    "# Plot hatches on top of the base map\n",
    "hatch_countries.boundary.plot(ax=ax, hatch='///////', linewidth=1, edgecolor='white', transform=ccrs.PlateCarree())\n",
    "\n",
    "# Add custom legend\n",
    "legend_labels = {label: int_to_roman(label) for label in colors.keys()}\n",
    "legend_handles = [Patch(color=color, label=label) for label, color in colors.items()]\n",
    "ax.legend(handles=legend_handles, bbox_to_anchor=(0.99, 1), loc='upper left', title='Category',edgecolor='black', title_fontsize='medium', labels=[legend_labels[label] for label in colors.keys()])\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c63aeeca",
   "metadata": {},
   "outputs": [],
   "source": [
    "#merged.to_csv('Countries1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "f24a4a5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\owner\\AppData\\Local\\Temp\\ipykernel_24860\\936084580.py:13: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def int_to_roman(n):\n",
    "    roman_numerals = {\n",
    "        1: 'I',\n",
    "        2: 'II',\n",
    "        3: 'III',\n",
    "        4: 'IV',\n",
    "        5: 'V',\n",
    "        6: 'VI',\n",
    "    }\n",
    "    return roman_numerals.get(n, '')\n",
    "central_longitude = -3\n",
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Merge the world map with your data\n",
    "merged = world.set_index('iso_a3').join(df.set_index('ISO-3'))\n",
    "\n",
    "# Set up the map projection\n",
    "#projection = ccrs.Robinson(central_longitude=central_longitude)\n",
    "projection = ccrs.Robinson(central_longitude=central_longitude)\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(12, 8), subplot_kw={'projection': projection})\n",
    "\n",
    "# Plot the world map with a light gray color to show all countries\n",
    "world.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "world.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Define the colors for the categories as before\n",
    "colors = {\n",
    "     1: 'red',\n",
    "    2: 'purple',\n",
    "    3: 'blue',\n",
    "    4: 'green',\n",
    "    5: 'gold',\n",
    "    6: 'darkkhaki',\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "\n",
    "# Plot countries with no data in light grey with black boundaries\n",
    "world.loc[~world.index.isin(merged.dropna().index)].plot(ax=ax, color='gainsboro', edgecolor='black', transform=ccrs.PlateCarree())\n",
    "\n",
    "# Plot the choropleth for the merged data\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap, transform=ccrs.PlateCarree(), norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with a 'hatch' value greater than the threshold\n",
    "hatch_threshold = 0\n",
    "hatch_countries = merged[merged['hatch'] > hatch_threshold]\n",
    "\n",
    "# Plot hatches on top of the base map\n",
    "hatch_countries.boundary.plot(ax=ax, hatch='///////', linewidth=1, edgecolor='white', transform=ccrs.PlateCarree())\n",
    "\n",
    "# Add custom legend\n",
    "\n",
    "legend_labels = {label: int_to_roman(label) for label in colors.keys()}\n",
    "legend_handles = [Patch(color=color, label=label) for label, color in colors.items()]\n",
    "ax.legend(handles=legend_handles,  bbox_to_anchor=(0.99, 1), loc='upper left', title='Category', title_fontsize='medium', labels=[legend_labels[label] for label in colors.keys()])\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "#cbar = plt.colorbar(sm, ax=ax, orientation='horizontal', shrink=0.9, pad=0.08)\n",
    "#cbar.set_label('Category')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "20d0b24b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\owner\\AppData\\Local\\Temp\\ipykernel_24860\\4182361676.py:2: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Asia\n",
    "asia = world[world['continent'] == 'Asia']\n",
    "\n",
    "# Merge the Asia map with your data\n",
    "merged = asia.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "# Plot the Asia map with light gray color\n",
    "asia.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "asia.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "#norm = mcolors.BoundaryNorm(list(colors.keys()), cmap.N)\n",
    "#cmap = 'Paired'\n",
    "#norm = plt.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap,norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with unemployment rate greater than a threshold (e.g., 7%)\n",
    "hatch_threshold = 10\n",
    "hatch_countries = merged[merged['Dissimiliraty'] < hatch_threshold]\n",
    "hatch_countries.plot(ax=ax, hatch='///', color='none', edgecolor='red')\n",
    "\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap)#, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal',shrink=0.9, pad=0.08)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0a608d99",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\owner\\AppData\\Local\\Temp\\ipykernel_24860\\4182361676.py:2: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Asia\n",
    "asia = world[world['continent'] == 'Asia']\n",
    "\n",
    "# Merge the Asia map with your data\n",
    "merged = asia.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "# Plot the Asia map with light gray color\n",
    "asia.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "asia.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "#norm = mcolors.BoundaryNorm(list(colors.keys()), cmap.N)\n",
    "#cmap = 'Paired'\n",
    "#norm = plt.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap,norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with unemployment rate greater than a threshold (e.g., 7%)\n",
    "hatch_threshold = 10\n",
    "hatch_countries = merged[merged['Dissimiliraty'] < hatch_threshold]\n",
    "hatch_countries.plot(ax=ax, hatch='///', color='none', edgecolor='red')\n",
    "\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap)#, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal',shrink=0.9, pad=0.08)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "601a7f86",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\owner\\AppData\\Local\\Temp\\ipykernel_24860\\2299203338.py:2: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Asia\n",
    "africa = world[world['continent'] == 'Africa']\n",
    "\n",
    "# Merge the Asia map with your data\n",
    "merged = africa.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "# Plot the Asia map with light gray color\n",
    "africa.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "africa.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "csv_data['color'] = csv_data['Category PCA'].map(colors)\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "#norm = mcolors.BoundaryNorm(list(colors.keys()), cmap.N)\n",
    "#cmap = 'Paired'\n",
    "#norm = plt.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap,norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with unemployment rate greater than a threshold (e.g., 7%)\n",
    "hatch_threshold = 11\n",
    "hatch_countries = merged[merged['Dissimiliraty'] < hatch_threshold]\n",
    "hatch_countries.plot(ax=ax, hatch='///', color='none', edgecolor='red')\n",
    "\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal',shrink=0.9, pad=0.08)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b03da063",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Asia\n",
    "south_america = world[world['continent'] == 'South America']\n",
    "\n",
    "# Merge the Asia map with your data\n",
    "merged = south_america.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "# Plot the Asia map with light gray color\n",
    "south_america.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "south_america.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "# Create a new column 'color' in the DataFrame that maps the values in 'YourColumnName' to their corresponding colors\n",
    "csv_data['color'] = csv_data['Category PCA'].map(colors)\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "#norm = mcolors.BoundaryNorm(list(colors.keys()), cmap.N)\n",
    "# Set the colormap and normalization\n",
    "#cmap = 'Paired'\n",
    "#norm = plt.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap,norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with unemployment rate greater than a threshold (e.g., 7%)\n",
    "hatch_threshold = 10\n",
    "hatch_countries = merged[merged['Dissimiliraty'] < hatch_threshold]\n",
    "hatch_countries.plot(ax=ax, hatch='///', color='none', edgecolor='red')\n",
    "\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal',shrink=0.3, pad=0.08)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "567883cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Asia\n",
    "north_america = world[world['continent'] == 'North America']\n",
    "\n",
    "# Merge the Asia map with your data\n",
    "merged = north_america.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "\n",
    "# Plot the Asia map with light gray color\n",
    "north_america.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "north_america.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "# Set the colormap and normalization\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "#norm = plt.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap,norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with unemployment rate greater than a threshold (e.g., 7%)\n",
    "#hatch_threshold = 6\n",
    "#hatch_countries = merged[merged['Similarity'] < hatch_threshold]\n",
    "#hatch_countries.plot(ax=ax, hatch='///', color='none', edgecolor='red')\n",
    "\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap)#, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal',shrink=0.65, pad=0.08)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da009f4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Asia\n",
    "europe = world[world['continent'] == 'Europe']\n",
    "\n",
    "# Merge the Asia map with your data\n",
    "merged = europe.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "\n",
    "# Plot the Asia map with light gray color\n",
    "europe.boundary.plot(ax=ax, linewidth=1, edgecolor='black')\n",
    "europe.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "# Set the colormap and normalization\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "#norm = plt.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap,norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with unemployment rate greater than a threshold (e.g., 7%)\n",
    "hatch_threshold = 10\n",
    "hatch_countries = merged[merged['Dissimiliraty'] < hatch_threshold]\n",
    "hatch_countries.plot(ax=ax, hatch='/////', color='none', edgecolor='red')\n",
    "\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal',shrink=0.85, pad=0.08)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "#Adjust the x-axis by setting the x-limits\n",
    "\n",
    "new_xlim = (-25, 185)  # Adjust the values based on your preference\n",
    "ax.set_xlim(new_xlim)\n",
    "\n",
    "new_ylim = (30, 90)  # Adjust the values based on your preference\n",
    "ax.set_ylim(new_ylim)\n",
    "\n",
    "# Adjust the x-axis\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ffb537dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the world map\n",
    "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n",
    "\n",
    "# Filter for Oceania\n",
    "oceania = world[world['continent'] == 'Oceania']\n",
    "\n",
    "# Example: Modify the Oceania map by scaling the latitude and longitude values\n",
    "oceania['geometry'] = oceania['geometry'].scale(xfact=1, yfact=1, zfact=0, origin=(1, 1))\n",
    "\n",
    "# Alternatively, you can rotate the map\n",
    "# oceania['geometry'] = oceania['geometry'].rotate(angle=45)\n",
    "\n",
    "# Merge the Oceania map with your data\n",
    "# Note: You need to reload your CSV data and perform the merge again if you modify the geometry\n",
    "merged = oceania.set_index('iso_a3').join(csv_data.set_index('ISO-3'))\n",
    "\n",
    "projection = ccrs.Robinson()\n",
    "# Set up the figure and axis\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 6),subplot_kw={'projection': projection})\n",
    "\n",
    "\n",
    "# Plot the modified Oceania map with light gray color\n",
    "oceania.boundary.plot(ax=ax, linewidth=1,edgecolor='black')\n",
    "oceania.plot(ax=ax, color='gainsboro')\n",
    "\n",
    "# Manually set the aspect ratio to 'equal'\n",
    "ax.set_aspect('equal')\n",
    "colors = {\n",
    "    1: 'red',\n",
    "    2: 'blue',\n",
    "    3: 'green',\n",
    "    4: 'yellow',\n",
    "    5: 'purple',\n",
    "    6: 'orange',\n",
    "    7: 'cyan',\n",
    "    8: 'magenta'\n",
    "}\n",
    "\n",
    "# Create a colormap using the dictionary\n",
    "cmap = mcolors.ListedColormap(colors.values())\n",
    "boundaries = [0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5]\n",
    "norm = mcolors.BoundaryNorm(boundaries, cmap.N)\n",
    "# Set the colormap and normalization\n",
    "#cmap = 'Paired'\n",
    "#norm = mcolors.Normalize(vmin=1, vmax=8)\n",
    "\n",
    "# Plot the choropleth\n",
    "merged.dropna().plot(column='Category PCA', ax=ax, legend=False, cmap=cmap, norm=norm, edgecolor='black')\n",
    "\n",
    "# Add hatches to countries with a similarity value less than a threshold\n",
    "#hatch_threshold = 6\n",
    "#hatch_countries = merged[merged['Similarity'] < hatch_threshold]\n",
    "#hatch_countries.plot(ax=ax, hatch='////', color='none', edgecolor='red')\n",
    "\n",
    "# Add a colorbar\n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "sm.set_array([])\n",
    "cbar = plt.colorbar(sm, ax=ax, orientation='horizontal', shrink=0.55, pad=0.09)\n",
    "cbar.set_label('Category')\n",
    "\n",
    "#Adjust the x-axis by setting the x-limits\n",
    "\n",
    "new_xlim = (110, 180)  # Adjust the values based on your preference\n",
    "ax.set_xlim(new_xlim)\n",
    "\n",
    "# Adjust the x-axis\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8aae162",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d696f4d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e98d86d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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